The Multidimensional Success of Pixar Films Visualized

Overview

This vignette is to recreate an analysis on Pixar ratings that can be found here.

Setup

library(pixarfilms)
#> 
#> Attaching package: 'pixarfilms'
#> The following object is masked _by_ '.GlobalEnv':
#> 
#>     pixar_films
library(dplyr)
#> 
#> Attaching package: 'dplyr'
#> The following objects are masked from 'package:stats':
#> 
#>     filter, lag
#> The following objects are masked from 'package:base':
#> 
#>     intersect, setdiff, setequal, union
library(ggplot2)
library(lubridate)
#> 
#> Attaching package: 'lubridate'
#> The following objects are masked from 'package:base':
#> 
#>     date, intersect, setdiff, union
library(patchwork)

Ratings

Rotten Tomatoes

pixar_films %>%
  left_join(public_response) %>%
  left_join(academy) # %>% 
#> Joining with `by = join_by(film)`
#> Joining with `by = join_by(film)`
#> # A tibble: 84 × 11
#>    number film      release_date run_time film_rating rotten_tomatoes metacritic
#>     <dbl> <chr>     <date>          <dbl> <chr>                 <dbl>      <dbl>
#>  1      1 Toy Story 1995-11-22         81 G                       100         95
#>  2      1 Toy Story 1995-11-22         81 G                       100         95
#>  3      1 Toy Story 1995-11-22         81 G                       100         95
#>  4      1 Toy Story 1995-11-22         81 G                       100         95
#>  5      1 Toy Story 1995-11-22         81 G                       100         95
#>  6      1 Toy Story 1995-11-22         81 G                       100         95
#>  7      2 A Bug's … 1998-11-25         95 G                        92         77
#>  8      2 A Bug's … 1998-11-25         95 G                        92         77
#>  9      2 A Bug's … 1998-11-25         95 G                        92         77
#> 10      3 Toy Stor… 1999-11-24         92 G                       100         88
#> # ℹ 74 more rows
#> # ℹ 4 more variables: cinema_score <chr>, critics_choice <dbl>,
#> #   award_type <chr>, status <chr>
  # mutate(year = year(release_date)
  #        # best = case_when(
  #          
  #        )) %>%
  # ggplot(aes(x = ))

IMDb

Metacritic

Session information

sessionInfo()
#> R version 4.4.1 (2024-06-14)
#> Platform: x86_64-pc-linux-gnu
#> Running under: Ubuntu 24.04 LTS
#> 
#> Matrix products: default
#> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3 
#> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.26.so;  LAPACK version 3.12.0
#> 
#> locale:
#>  [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
#>  [3] LC_TIME=en_US.UTF-8        LC_COLLATE=C              
#>  [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
#>  [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
#>  [9] LC_ADDRESS=C               LC_TELEPHONE=C            
#> [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       
#> 
#> time zone: Etc/UTC
#> tzcode source: system (glibc)
#> 
#> attached base packages:
#> [1] stats     graphics  grDevices utils     datasets  methods   base     
#> 
#> other attached packages:
#> [1] patchwork_1.2.0  lubridate_1.9.3  ggplot2_3.5.1    dplyr_1.1.4     
#> [5] pixarfilms_0.2.1 readr_2.1.5      rmarkdown_2.28  
#> 
#> loaded via a namespace (and not attached):
#>  [1] sass_0.4.9        utf8_1.2.4        generics_0.1.3    hms_1.1.3        
#>  [5] digest_0.6.37     magrittr_2.0.3    evaluate_0.24.0   grid_4.4.1       
#>  [9] timechange_0.3.0  fastmap_1.2.0     jsonlite_1.8.8    fansi_1.0.6      
#> [13] scales_1.3.0      jquerylib_0.1.4   cli_3.6.3         rlang_1.1.4      
#> [17] crayon_1.5.3      bit64_4.0.5       munsell_0.5.1     withr_3.0.1      
#> [21] cachem_1.1.0      yaml_2.3.10       tools_4.4.1       parallel_4.4.1   
#> [25] tzdb_0.4.0        colorspace_2.1-1  curl_5.2.1        buildtools_1.0.0 
#> [29] vctrs_0.6.5       R6_2.5.1          lifecycle_1.0.4   bit_4.0.5        
#> [33] vroom_1.6.5       pkgconfig_2.0.3   pillar_1.9.0      bslib_0.8.0      
#> [37] gtable_0.3.5      glue_1.7.0        xfun_0.47         tibble_3.2.1     
#> [41] tidyselect_1.2.1  sys_3.4.2         knitr_1.48        htmltools_0.5.8.1
#> [45] maketools_1.3.0   compiler_4.4.1